{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib. pyplot as plt\n",
    "import pandas as pd\n",
    "from sklearn. preprocessing import MinMaxScaler\n",
    "import numpy as np\n",
    "from keras. models import load_model#导入模型的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#解决中文显示问题\n",
    "plt. rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt. rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                T0000        T0015        T0030        T0045        T0100  \\\n",
      "YMD                                                                         \n",
      "20140101  4454.578720  4347.689248  4234.124224  4145.332192  4070.123584   \n",
      "20140102  3058.079200  3002.469280  2923.398880  2834.803264  2794.843552   \n",
      "20140103  5167.669408  5031.438400  4955.894656  4898.783104  4828.113472   \n",
      "20140104  5303.034976  5174.028448  5106.044224  5035.110592  4968.509728   \n",
      "20140105  5266.497856  5168.934016  5088.235456  5016.970912  4939.062784   \n",
      "...               ...          ...          ...          ...          ...   \n",
      "20141227  5617.913152  5507.972992  5444.889088  5422.592032  5351.325184   \n",
      "20141228  5484.017056  5354.095936  5278.685344  5224.859680  5146.288768   \n",
      "20141229  4915.501600  4822.900960  4745.073952  4685.269888  4638.010048   \n",
      "20141230  5389.319680  5276.143744  5173.621984  5124.495136  5024.853952   \n",
      "20141231  5165.776096  5059.385344  4948.549888  4901.259040  4809.433312   \n",
      "\n",
      "                T0115        T0130        T0145        T0200        T0215  \\\n",
      "YMD                                                                         \n",
      "20140101  3960.793312  3897.858880  3825.936928  3744.278560  3691.638208   \n",
      "20140102  2718.941152  2675.158720  2642.727808  2595.490048  2573.458720   \n",
      "20140103  4786.595776  4723.741984  4682.113792  4637.212672  4611.805024   \n",
      "20140104  4920.951232  4859.161120  4810.208128  4749.947488  4727.981440   \n",
      "20140105  4891.457056  4834.107328  4776.654016  4734.427648  4705.629088   \n",
      "...               ...          ...          ...          ...          ...   \n",
      "20141227  5297.184544  5199.280000  5164.720000  5125.959040  5098.789888   \n",
      "20141228  5073.103264  5045.492992  5001.854176  4963.476256  4898.352832   \n",
      "20141229  4558.646368  4545.828928  4499.302144  4462.316896  4434.233632   \n",
      "20141230  5007.850912  4948.082464  4915.242304  4863.874336  4822.237216   \n",
      "20141231  4769.932192  4711.193632  4667.850112  4627.197856  4598.513632   \n",
      "\n",
      "          ...        T2130        T2145        T2200        T2215  \\\n",
      "YMD       ...                                                       \n",
      "20140101  ...  4223.731552  4174.090432  4095.713152  4035.992032   \n",
      "20140102  ...  7326.290272  7160.332672  6977.223424  6800.786368   \n",
      "20140103  ...  7475.437696  7346.827168  7170.235936  7017.487168   \n",
      "20140104  ...  7194.581440  7072.111072  6917.789728  6778.641280   \n",
      "20140105  ...  6351.832192  6262.884064  6145.780960  6033.036736   \n",
      "...       ...          ...          ...          ...          ...   \n",
      "20141227  ...  7349.624704  7199.882464  7060.894816  6921.083584   \n",
      "20141228  ...  6512.301280  6399.753472  6296.037376  6188.356576   \n",
      "20141229  ...  7655.296576  7456.137856  7311.723424  7099.347808   \n",
      "20141230  ...  7303.567168  7136.276416  6957.758560  6782.899840   \n",
      "20141231  ...  5726.461600  5634.634336  5595.031552  5512.190272   \n",
      "\n",
      "                T2230        T2245        T2300        T2315        T2330  \\\n",
      "YMD                                                                         \n",
      "20140101  3918.482464  3781.148608  3640.665664  3459.625504  3322.636768   \n",
      "20140102  6593.112352  6335.596096  6116.626528  5841.635296  5572.438720   \n",
      "20140103  6806.562784  6544.280320  6283.728448  6002.557216  5773.743904   \n",
      "20140104  6628.203424  6431.883904  6190.617856  5915.609728  5659.450912   \n",
      "20140105  5887.530112  5725.365664  5527.555936  5303.172352  5108.911072   \n",
      "...               ...          ...          ...          ...          ...   \n",
      "20141227  6754.198720  6571.024864  6342.742144  6062.516416  5849.339680   \n",
      "20141228  6007.169728  5850.244864  5646.320320  5443.380640  5210.657536   \n",
      "20141229  6880.023424  6632.383744  6366.324544  6060.393952  5801.502784   \n",
      "20141230  6575.176576  6318.677536  6044.977216  5794.451392  5574.921280   \n",
      "20141231  5389.118080  5255.952352  5097.882784  4889.387008  4720.720960   \n",
      "\n",
      "                T2345  \n",
      "YMD                    \n",
      "20140101  3178.754944  \n",
      "20140102  5323.625344  \n",
      "20140103  5488.816576  \n",
      "20140104  5449.744384  \n",
      "20140105  4924.946368  \n",
      "...               ...  \n",
      "20141227  5627.282944  \n",
      "20141228  5054.421280  \n",
      "20141229  5575.684864  \n",
      "20141230  5363.815936  \n",
      "20141231  4529.121280  \n",
      "\n",
      "[365 rows x 96 columns]\n"
     ]
    }
   ],
   "source": [
    "#加载数据\n",
    "dataset=pd.read_csv('load.csv',index_col=[0])#index_col指定某列作为索引列\n",
    "dataset=dataset.fillna(method='pad')\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[4454.57872  4347.689248 4234.124224 ... 3459.625504 3322.636768\n",
      "  3178.754944]\n",
      " [3058.0792   3002.46928  2923.39888  ... 5841.635296 5572.43872\n",
      "  5323.625344]\n",
      " [5167.669408 5031.4384   4955.894656 ... 6002.557216 5773.743904\n",
      "  5488.816576]\n",
      " ...\n",
      " [4915.5016   4822.90096  4745.073952 ... 6060.393952 5801.502784\n",
      "  5575.684864]\n",
      " [5389.31968  5276.143744 5173.621984 ... 5794.451392 5574.92128\n",
      "  5363.815936]\n",
      " [5165.776096 5059.385344 4948.549888 ... 4889.387008 4720.72096\n",
      "  4529.12128 ]]\n"
     ]
    }
   ],
   "source": [
    "dataset=np.array(dataset)#希望数据能够成一列，转换为array形式\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4454.57872, 4347.689248, 4234.124224, 4145.332192, 4070.123584, 3960.793312, 3897.85888, 3825.936928, 3744.27856, 3691.638208, 3626.362624, 3576.529408, 3519.144256, 3482.543584, 3460.556896, 3421.156288, 3406.303744, 3359.548288, 3336.43984, 3306.11824, 3299.989888, 3275.184544, 3266.513632, 3243.046048, 3204.844864, 3189.328, 3170.319808, 3143.485504, 3140.1304, 3150.537568, 3146.844256, 3101.701312, 3082.38016, 3096.92176, 3183.646048, 3232.48816, 3305.362624, 3367.100512, 3404.86864, 3466.697056, 3514.483072, 3563.698048, 3619.105504, 3639.746368, 3705.617536, 3707.49856, 3714.930592, 3663.263584, 3566.094976, 3448.278688, 3376.69984, 3313.369888, 3235.307776, 3175.876768, 3133.58176, 3123.457408, 3094.074304, 3082.022944, 3072.137248, 3070.714624, 3054.56032, 3088.16128, 3112.189888, 3148.746688, 3225.857536, 3322.791232, 3390.797536, 3438.786976, 3508.446688, 3609.083584, 3708.951712, 3853.669408, 3999.323104, 4208.20096, 4250.4616, 4221.789088, 4215.149728, 4187.422144, 4197.642304, 4156.330912, 4182.608128, 4184.08, 4227.229888, 4251.209728, 4220.827648, 4232.448928, 4223.731552, 4174.090432, 4095.713152, 4035.992032, 3918.482464, 3781.148608, 3640.665664, 3459.625504, 3322.636768, 3178.754944, 3058.0792, 3002.46928, 2923.39888, 2834.803264, 2794.843552, 2718.941152, 2675.15872, 2642.727808, 2595.490048, 2573.45872, 2544.80848, 2534.526208, 2510.92144, 2498.428, 2476.800832, 2478.069568, 2470.603552, 2469.126208, 2478.685024, 2487.3592, 2504.493952, 2531.648608, 2578.19056, 2631.41872, 2702.573632, 2858.56, 2948.298016, 3135.46816, 3371.557408, 3738.277408, 4087.746208, 4580.035936, 5632.895776, 6616.795936, 6979.632352, 7221.463744, 7369.512352, 7523.222464, 7606.749088, 7708.248928, 7769.148928, 7859.114656, 7941.484864, 7983.933952, 8000.371552, 7998.108928, 7806.491392, 7499.295136, 6593.265184, 5986.125184, 5904.168928, 5892.61984, 5937.133312, 6117.666208, 6628.542784, 7279.693792, 7423.77904, 7581.916096, 7612.52128, 7658.910112, 7681.584064, 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4527.068608, 4602.134656, 4648.035136, 4720.96048, 4853.673952, 5072.582944, 5351.812672, 5662.044064, 6427.49824, 7338.603424, 7666.216576, 7885.177216, 7976.807488, 8078.522464, 8131.115296, 8207.931232, 8258.470048, 8317.271872, 8369.889088, 8391.353152, 8380.497856, 8350.79872, 8134.905664, 7762.025344, 6768.366208, 6206.266528, 6163.066048, 6181.153792, 6249.009088, 6411.343264, 6933.695296, 7604.714656, 7749.391072, 7859.38, 7898.314816, 7933.92016, 7949.788768, 8007.88, 8033.183104, 8066.925664, 8132.06128, 8211.443104, 8217.20128, 8197.064704, 8119.974976, 7950.325984, 7415.965024, 7117.867648, 7133.177536, 7375.088608, 7577.094016, 7757.926528, 7764.51856, 7769.97904, 7727.934976, 7638.451552, 7522.7584, 7513.531552, 7488.954976, 7471.976416, 7354.945984, 7290.463744, 7194.58144, 7072.111072, 6917.789728, 6778.64128, 6628.203424, 6431.883904, 6190.617856, 5915.609728, 5659.450912, 5449.744384, 5266.497856, 5168.934016, 5088.235456, 5016.970912, 4939.062784, 4891.457056, 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      "                 0\n",
      "0      4454.578720\n",
      "1      4347.689248\n",
      "2      4234.124224\n",
      "3      4145.332192\n",
      "4      4070.123584\n",
      "...            ...\n",
      "35035  5255.952352\n",
      "35036  5097.882784\n",
      "35037  4889.387008\n",
      "35038  4720.720960\n",
      "35039  4529.121280\n",
      "\n",
      "[35040 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "a = []\n",
    "for item in dataset:\n",
    "    for i in item:\n",
    "        a. append(i)\n",
    "print(a)\n",
    "dataset = pd. DataFrame(a)#方便数据截取\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = dataset. iloc[int(len(a)*0.98):, [0]]\n",
    "#数据的归一化\n",
    "scaler = MinMaxScaler(feature_range=(0,1))\n",
    "test = scaler. fit_transform(test)\n",
    "#划分\n",
    "x_test = []\n",
    "y_test = []\n",
    "for i in np. arange(96, len(test)):\n",
    "    x_test. append(test[i-96:i, :])\n",
    "    y_test. append(test[i])\n",
    "x_test, y_test = np. array(x_test), np. array(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
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       "       [0.06921176]], dtype=float32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入模型\n",
    "model=load_model('LSTM_model.h5')\n",
    "#利用训练好的模型进行测试\n",
    "predicted=model.predict(x_test)\n",
    "predicted#归一化的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prediction=scaler.inverse_transform(predicted)#反归一化\n",
    "real=scaler.inverse_transform(y_test)#真实标签反归一化\n",
    "\n",
    "#  绘制真实值和预测值对比图\n",
    "#创建一个大小为 (12，8)的画布\n",
    "plt. figure(figsize=(12, 8))\n",
    "#传入预测值和真实值\n",
    "plt. plot(prediction, label='预测值')\n",
    "plt. plot(real, label='真实值')\n",
    "\n",
    "#设置 xy轴的刻度值大小\n",
    "plt. xticks(fontsize=15)\n",
    "plt. yticks(fontsize=15)\n",
    "\n",
    "#设置 xy轴的标签\n",
    "plt. legend(loc='best', fontsize=15)\n",
    "plt. ylabel('负荷值', fontsize=15)\n",
    "plt. xlabel('采样点', fontsize=15)\n",
    "\n",
    "#设置图的参数，设置图的名字\n",
    "plt. title(\"基于LSTM神经网络负荷预测\", fontsize=15)\n",
    "plt. show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R2: 0.9902697762545843\n",
      "MAE: 84.4993897392045\n",
      "RMSE: 142.42547155273112\n",
      "MAPE: 0.01233866955394854\n"
     ]
    }
   ],
   "source": [
    "#  调用模型评价指标\n",
    "#R2\n",
    "from sklearn. metrics import r2_score\n",
    "# MSE\n",
    "from sklearn. metrics import mean_squared_error# MAE\n",
    "from sklearn. metrics import mean_absolute_error\n",
    "R2 = r2_score(real, prediction)\n",
    "MAE = mean_absolute_error(real, prediction)\n",
    "RMSE = np. sqrt(mean_squared_error(real, prediction))\n",
    "MAPE = np. mean(np. abs(real-prediction)/ prediction)\n",
    "#  打印模型的评价指标\n",
    "print('R2:', R2)\n",
    "print('MAE:', MAE)\n",
    "print('RMSE:', RMSE)\n",
    "print('MAPE:', MAPE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "keras",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
